Sonde – Open-source LLM analytics (track brand mentions across LLMs)
Fills genuine pain: 'found via ChatGPT' can't be measured with old SEO tools—self-host or SaaS.

Monitors AI search mentions, but only shows one furniture retailer dashboard as proof.
Marketing teams, ecommerce businesses, brand managers tracking AI-driven search visibility
Semrush · Brandwatch · Moz
Fills genuine pain: 'found via ChatGPT' can't be measured with old SEO tools—self-host or SaaS.
Tracks citations and sentiment across ChatGPT, Claude, Perplexity, Gemini and others, then surfaces gaps where competitors get mentioned but you don't (Battlemap) and prescribes concrete content edits (Hikoo Analyzer + Elevate). Smart product-market fit — GEO is an under-served spin on SEO — but the landing leaves open how data is collected, how often audits run, and whether recommendations actually move the needle at scale.
It treats LLM outputs as a new acquisition channel and backs that insight with real-time scans, an AI visibility score, alerts and auto-generated content aimed at sources LLMs trust (Reddit/Quora/Medium). The execution reads product-grade, but the landing leans on bold claims (human publishing network, +47% lift) with little methodological transparency and potential platform/ethics risk around gaming AI recommendations — I'd want more proof and clarity before committing budget.
Tracks AI citations over time when BrightData and Olostep only offer raw scraping.
Smart PR sections auto-group by merge readiness when GitHub's UI gets overwhelming.
Langfuse/Helicone angle—LLM-as-judge quality scoring—but no live product or differentiation yet.